{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0d1baea4-194d-454e-b9cd-504018b2c601",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "540a5127-64c4-4ccf-98c6-8fef64a8d529",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os,sys\n",
    "from glob import glob\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import argparse\n",
    "import skimage, skimage.io\n",
    "\n",
    "import torch\n",
    "import torchvision\n",
    "\n",
    "import torchxrayvision as xrv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2708ef77-693f-4da5-8e30-e41d25514e9f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9182b2c3-95f8-41b6-a720-dc13ebbf4e8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "img = skimage.io.imread('../tests/00027426_000.png')\n",
    "img = xrv.datasets.normalize(img, 255)  \n",
    "\n",
    "# Check that images are 2D arrays\n",
    "if len(img.shape) > 2:\n",
    "    img = img[:, :, 0]\n",
    "if len(img.shape) < 2:\n",
    "    print(\"error, dimension lower than 2 for image\")\n",
    "\n",
    "# Add color channel\n",
    "img = img[None, :, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "12943f03-d0bd-47f5-829c-fcbbd9822faa",
   "metadata": {},
   "outputs": [],
   "source": [
    "transform = torchvision.transforms.Compose([xrv.datasets.XRayCenterCrop(),\n",
    "                                            xrv.datasets.XRayResizer(224)])\n",
    "\n",
    "img = transform(img)\n",
    "img = torch.from_numpy(img).unsqueeze(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d7f60199-940b-43d9-b74a-b933286ace1b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "390ebb1c-c3b0-46f8-98d4-afb9a7cd9e43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Atelectasis',\n",
       " 'Consolidation',\n",
       " 'Infiltration',\n",
       " 'Pneumothorax',\n",
       " 'Edema',\n",
       " 'Emphysema',\n",
       " 'Fibrosis',\n",
       " 'Effusion',\n",
       " 'Pneumonia',\n",
       " 'Pleural_Thickening',\n",
       " 'Cardiomegaly',\n",
       " 'Nodule',\n",
       " 'Mass',\n",
       " 'Hernia',\n",
       " 'Lung Lesion',\n",
       " 'Fracture',\n",
       " 'Lung Opacity',\n",
       " 'Enlarged Cardiomediastinum']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = xrv.models.get_model('densenet121-res224-all')\n",
    "model.pathologies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4ec8c0a4-b014-48cc-814f-151a86e6f186",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img[0][0], cmap='gray');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ff912150-8fb5-4cec-b085-a1cd06a733a7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "30106828-5e43-4f03-9b6a-42a3813d5418",
   "metadata": {},
   "outputs": [],
   "source": [
    "target = model.pathologies.index('Mass')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "00de53a6-fa59-4509-9151-ac9c6a59bd3b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ea7a34fb-3673-495e-9b2c-7813856fd8b4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([0.6060], grad_fn=<SelectBackward0>)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 224x224 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = img.requires_grad_()\n",
    "\n",
    "outputs = model(img)\n",
    "print(outputs[:,target])\n",
    "grads = torch.autograd.grad(outputs[:,target], img)[0][0][0]\n",
    "blurred = skimage.filters.gaussian(grads.detach().cpu().numpy()**2, sigma=(5, 5), truncate=3.5)\n",
    "\n",
    "my_dpi = 100\n",
    "fig = plt.figure(frameon=False, figsize=(224/my_dpi, 224/my_dpi), dpi=my_dpi)\n",
    "ax = plt.Axes(fig, [0., 0., 1., 1.])\n",
    "ax.set_axis_off()\n",
    "fig.add_axes(ax)\n",
    "ax.imshow(img[0][0].detach().cpu().numpy(), cmap=\"gray\", aspect='auto')\n",
    "ax.imshow(blurred, alpha=0.5);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "52fada8d-de4d-4bd8-af01-62ea98966278",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5a49dc4c-5eb4-45a6-a61f-b25a0e4cae58",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "65dcdc83-62a2-4586-8fa9-db295ace30b6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8ddbb16c-5380-4c09-883d-0173822dccc2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f87864d6-1858-4b96-b6c0-a191a0b23c09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "16c4d112-9825-4edb-ad34-32b1062ab476",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5ae33eda-67ec-4b0f-a52f-70cf13f2a0c8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "41499bee-7a5b-4a7d-b47d-9830123c739c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
